现代电影技术Issue(3):38-44,7.DOI:10.3969/j.issn.1673-3215.2025.03.005
基于RAG的大模型智能体技术在电影行业的应用探索
Exploration on the application of RAG-based large model agent in the film in-dustry
摘要
Abstract
To address the current challenges faced by creators who are unable to fully utilize their own digital resources when using third-party large model tools,and to overcome the difficulties in achieving industry-specific customization in the film sector,this paper analyzes the customization requirements of the artificial intelligence(AI)technology in the film indus-try and the technical challenges encountered by LM Agent.This paper proposes a technical framework for LM Agent based on local open source large models and Retrieval-Augmented Generation(RAG).Utilizing the local deepseek-r1:14b model,we developed a script assistant.The comparative experimental tests results of the script assistant,the local open source large model,and the DeepSeek web version demonstrate that the configuration of the LM Agent and the application of RAG can enhance the task performance of the LM Agent.The research indicates that RAG-based LM Agent can realize the reuse of creators'own digital resources,offering new tools and methods for the film industry.关键词
智能体/大模型/RAG/多模态/电影Key words
AI Agent/Large Model/RAG/Multimodal/Film分类
计算机与自动化引用本文复制引用
曾真..基于RAG的大模型智能体技术在电影行业的应用探索[J].现代电影技术,2025,(3):38-44,7.基金项目
中国电影科学技术研究所(中央宣传部电影技术质量检测所)基本科研业务费项目"基于《现代电影技术》期刊内容质量及编审能力提升研究"(2024-DKS-11). (中央宣传部电影技术质量检测所)